{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "550acafe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##单值圆环图\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "completion_rate = 85\n",
    "remaining_rate = 100 - completion_rate\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 8), subplot_kw=dict(aspect=\"equal\"))\n",
    "fig.patch.set_facecolor(\"#1a2b47\")\n",
    "ax.set_facecolor(\"#1a2b47\")\n",
    "\n",
    "colors = [\"#ff5a5f\", \"#4f4f4f\"]\n",
    "data = [completion_rate, remaining_rate]\n",
    "\n",
    "wedges, texts = ax.pie(data, wedgeprops=dict(width=0.3, edgecolor='w'), startangle=-40, colors=colors)\n",
    "\n",
    "plt.text(0, 0, f\"{completion_rate}%\", ha='center', va='center', fontsize=36, color=\"white\", weight='bold')\n",
    "plt.text(0, -0.2, \"目标完成率\", ha='center', va='center', fontsize=14, color=\"white\")\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "plt.title(\"2022年上半年目标完成率\", fontsize=18, weight='bold', color=\"white\", pad=20)\n",
    "plt.text(0, -1.2, \"截至6月30日销售目标总体完成率达到85%\", ha='center', va='center', fontsize=12, color=\"white\")\n",
    "plt.text(0, -1.4, \"注：数据来源于公司销售系统\", ha='center', va='center', fontsize=10, color=\"white\")\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
